11/1/2017 Scopus preview - Scopus - Author details (Hazmi, Ariadi)
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Hazmi, Ariadi
Universitas Andalas, Department of Electrical Engineering, Padang, Indonesia
Author ID: 23667493300
Other name formats: Hazmi, Ariad Hazmi, Hariadi
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Author History
Publication range: 2007 - Present
References: 186
Source history:
Telkomnika (Telecommunication Computing Electronics and Control)
ATMOSPHERE
ARPN Journal of Engineering and Applied Sciences
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Automatic threshold of standard deviation to reject noise
in raw data of partial discharges Waldi, E.P.,Aulia,Fernandez, R.,(...), Abral, H.,Arief, S.
2017 ARPN Journal of Engineering and Applied Sciences
Open Access
View abstract | Related documents
Thermal image, partial discharge and leakage current correlation of ceramic insulator under different contamination level
Darwison,Arief, S.,
View abstract | Related documents
Preliminary study on biogas production from POME by
DBD plasma Hazmi, A.,Desmiarti, R.,Emeraldi, P.,(...),
Edwardo,Waldi, E.P.
View abstract | Related documents
Research on positive narrow bipolar events in Padang Hazmi, A.,Emeraldi, P.,
Hamid, M.I.,Takagi, N. 2017 Proceedings - 2016 3rdInternational Conference on Information Technology, Computer, and Electrical Engineering, ICITACEE 2016
View abstract | Related documents
Characterization of positive cloud to ground flashes
observed in Indonesia Hazmi, A.,Emeraldi, P.,Hamid, M.I.,Takagi, N., Wang, D.
2017 Atmosphere
Open Access
View abstract | Related documents
Observed electric field changes of positive lightning
flashes preceded by preliminary breakdown in padang Hazmi, A.,Desmiarti, R.,Emeraldi, P., Hamid, M.I.,Takagi, N.
2017 International Journal on Electrical Engineering and Informatics
Open Access
View abstract | Related documents
Some characteristics of multiple stroke negative cloud to
ground lightning flashes in Padang Hazmi, A.,Emeraldi, P.,Hamid, M.I.,Takagi, N. 2016 International Journal onElectrical Engineering and Informatics
Open Access
View abstract | Related documents
An Optimized method of partial discharge data retrieval
technique for phase resolved pattern Waldi, E.P.,Aulia,Hazmi, A.,(...),Arief, S., Ahmad, M.H.
View abstract | Related documents
11/1/2017 Scopus preview - Scopus - Author details (Hazmi, Ariadi)
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Preliminary study on treatment of palm oil mill effluent by
sand filtration-dielectric barrier discharge system Hazmi, A.,Desmiarti, R.,Waldi, E.P., Emeraldi, P.
2016 Journal of Engineering and Technological Sciences
Open Access
View abstract | Related documents
Removal of pathogenic bacteria from water by
radio-frequency thermal plasma treatment Desmiarti, R.,Hazmi, A.,Trianda, Y.,Sari, E. 2015 Research Journal ofPharmaceutical, Biological and Chemical Sciences
View abstract | Related documents
Removal of microorganisms in drinking water using a
pulsed high voltage Hazmi, A.,Desmiarti, R.,Waldi, E.P.,Darwison 2013 Journal of Engineeringand Technological Sciences
Open Access
View abstract | Related documents Characteristics of electric field change preceding negative first return stroke produced by preliminary breakdown
View abstract | Related documents
The leakage current analysis on 20 kV suspension porcelain insulator contaminated by salt moisture and cement dust in Padang area
Aulia,David, F.,
Waldy, E.P.,Hazmi, H. 2007 Proceedings of the IEEEInternational Conference on Properties and Applications of Dielectric Materials
View abstract | Related documents
Development of a space-charge-sensing system Hazmi, A.,Takagi, N.,
Wang, D.,Watanabe, T. 2007 SensorsOpen Access
View abstract | Related documents
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Masayuki Kurosaki Kyushu University, Japan
Trio Adiono Bandung )nstitute of Technology, )ndonesia
P. )nsap Santosa Gadjah Mada University, )ndonesia
Mauridhi (eri Purnomo Sepuluh Nopember )nstitute of Technology, )ndonesia
Khoirul Anwar Japan Advanced )nstitute of Science and Technology, Japan
Wahyudi Diponegoro University, )ndonesia
Wahyul Amien Syafei Diponegoro University, )ndonesia
Munawar Agus Riyadi Diponegoro University, )ndonesia
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M. (adin Sultan Agung )slamic University, )ndonesia
Onil Nazra Persada CEA, France
Zolkafle Buntat Universiti Teknologi Malaysia
Taufik California Polytechnic State University, USA
(ashim Uledi )ddi University of Dar es Salaam, Tanzania
Aris Triwiyatno Diponegoro University, )ndonesia
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T
ABLE OF
C
ONTENTS
Keynote Speakers
1 Hydro, Solar, and Wind Energy as Potential Electrical Power Plant in Indonesia - Past Conditions and Future Prospects
Yanuarsyah Haroen
2 Low Latency Network-on-Chip Router Using Static Straight Allocator
Alireza Monemi, Chia Yee Ooi, Maurizio Palesi, Muhammad Nadzir Marsono
10 Smart Video-Based Surveillance: Opportunities and Challenges from Image Processing Perspectives
Syed Abdurrahman
Electronic Circuit and Control
11 Human Tracking Application in a Certain Closed Area Using RFID Sensors and IP Camera
Daniel Patricko Hutabarat, Darma Patria, Santoso Budijono, Robby Saleh
17 Designing and Implementation of Autonomous Quadrotor as Unmanned Aerial Vehicle
Felix Yustian Setiono, Anthony Candrasaputra, Tobias Bimo Prasetyo, Kho Lukas Budi Santoso
21 Multi Channel Electromyography (EMG) Signal Acquisition using Microcontroller with Rectifier
Florentinus Budi Setiawan, S. Siswanto
25 ECG Signal Processing using Offline-Wavelet Transform Method based on ECG-IoT Device
M. Faizal Amri, Muhammad Ilham R, Arjon Turnip
31 Trans-impedance Amplifier (TIA) Design for Visible Light Communication (VLC) using Commercially Available OP-AMP
Syifaul Fuada, Angga Pratama Putra, Yulian Aska, Trio Adiono
37 Robot ARM Controlled by Muscle Tension Based on Electromyography and PIC18F4550
Ricky Fajar Adiputra, Florentinus Budi Setiawan
42 A Low Cost Anthropomorphic Prosthetic hand Using DC Micro Metal Gear motor
Mochammad Ariyanto, M. Munadi, Gunawan D. Haryadi, Rifky Ismail, Jonny A. Pakpahan, Khusnul A. Mustaqim
47 New Watershed Segmentation Algorithm based on Hybrid Gradient and Self-Adaptive Marker Extraction
Yuan Li, Yu Qingsong, Shen Chaomin, Hu Wenxin
52 Variations on Load and Distance Controller for Modern Elevator with Fuzzy
Ainil Syafitri, Iwa Garniwa MK, Ridwan Gunawan, I Made Ardita
56 Fuzzy-PID Simulations on Ropeless Elevator Performance
Ainil Syafitri, Iwa Garniwa MK, Ridwan Gunawan, I Made Ardita
60 A Simple Proportional plus PD Sign for Asymptotically Stable Robot Manipulators
Adha Imam Cahyadi, Samiadji Herdjunanto, H. Herianto
64 Arrival Time Field Based Path Planning Algorithm for Mobile Robot
Imaduddin A. Majid, Adha Imam Cahyadi, Igi Ardiyanto, Muhammad Saifussalam
68 Design of Soft Contact Lens Indexer Inspection Semi-Automatic
Didi Istardi, Kemas Syaiful
74 Yuarm: A Low Cost Android Platform for Vision Based Manipulators Control
Sisdarmanto Adinandra, Dany Erfawan
79 Development of Unmanned Aerial Vehicle (UAV) Ornithopter with Wireless Radio Control
Farika T. Putri, Mochammad Ariyanto, Ismoyo Haryanto, Moh. Arozi, Wahyu Caesarendra, M. Rizki Ibrahim Hanan
85 Comparison Methods of Edge Detection for USG Images
89 Ultrasonic Signal Denoising Based on Wavelet Haar Decomposition Level
H. Herlinawati, Umi Murdika, Grienda Elan, Titin Yulianti
95 Sliding Mode Control for Therapeutic Pool Model Control System
M. Munadi, Henry Kristianto, Mochammad Ariyanto, Ismoyo Haryanto, Hari Peni Julianti
100 Experiment of Networked Control System (NCS) Using Network Emulator
Indra Sakti, Dicky Rianto Prajitno
106 Brainwave-Controlled Applications with the Emotiv EPOC Using Support Vector Machine
Ha Hoang Kha, Vo Anh Kha, Dinh Quoc Hung
112 Development of Hovercraft Prototype with Stability Control System using PID Controller
Munawar A. Riyadi, Lazyo Rahmando, Aris Triwiyatno
117 Design of Color Based Object Sorting Through Arm Manipulator with Inverse Kinematics Method
S. Sumardi, Lanang Febriramadhan, Aris Triwiyatno
123 Designing Internal-External Control Method for Delta Robot Prototype to Manipulate Non-Linear Move-ment Object
Aris Triwiyatno, Muhammad Fikko Fadjrimiratno, S. Sumardi
129 Real Time Classification of SSVEP Brain Activity with Adaptive Feedforward Neural Networks
Arjon Turnip, M. Ilham Rizgyawan, Dwi Esti K., Jasman Pardede, Sandi Yanyoan, Edi Mulyana
134 Fuzzy-Mamdani Inference System in Predicting the Correlation Between Learning Method, Discipline and Motivation with Student’s Achievement
J. Juningtyastuti, Fransiskus Allan Gunawan
Electric and Power System
140 Investigation of Temperature Rise Considering the Stator Parameters in a High-Speed Spindle Motor
Wawan Purwanto, Jerry Chih Tsong Su
147 Voltage Balancing Circuits for Five-Level Power Inverter With A Single DC Voltage Source
S. Suroso, Abdullah Nur Aziz
151 The Use of Neural Network (NN) to Predict Voltage Drop during Starting of Medium Voltage Induction Motor
Fidelis Galla Limbong
156 Research on Positive Narrow Bipolar Events in Padang
Ariadi Hazmi, Primas Emeraldi, M. Imran Hamid, Nobuyaki Takagi
160 Minimization of Cogging Torque Based on Different Shape of Anti-Notch Method
H. Herlina, Rudy Setiabudy, Uno Bintang Sudibyo
164 Investigation of the Influence of Variations in the Number and Width of Anti-Notch depending on Cogging Torque Reduction
Rudy Setiabudy, H. Herlina
168 Voltage Drop Simulation at Southern Sulawesi Power System Considering Composite Load Model
Ardiaty Arief, Muhammad Bachtiar Nappu
172 Analytical Design of Sea Wave Energy Power Plant Using Tubular Linear PM Generator in Southern Coast of Yogyakarta, Indonesia
Budi Azhari, Fransisco Danang Wijaya, Dewangga Adhyaksa, Wassy Prawinnetou
177 Reduction on Cogging Torque in Dual Stator Radial Flux Permanent Magnet Generator for Low Speed Wind Turbine
Adeguna Ridlo Pramurti, Eka Firmansyah, S. Suharyanto
181 Network Losses Reduction Due To New Hydro Power Plant Integration
Muhammad Bachtiar Nappu, Muhammad Imran Bachtiar, Ardiaty Arief
186 Electrical and Temperature Correlation to Monitor Fault Condition of ZnO Surge Arrester
N. Novizon, Zulkurnain Abdul-Malek
191 Discrimination of Particle-Initiated Defects in Gas-Insulated System Using C4.5 Algorithm
Firmansyah Nur Budiman, Elvira Sukma Wahyuni
197 Enhanced Fault Ride – Through Ability of DFIG-Based Wind Energy System Using Superconducting Fault Current Limiter
202 Design of Photovoltaic BLDC Motor-Water Pump System with Single Converter
Slamet Riyadi
208 Integrated LC Resonant Converter and Silent Discharge Ozonizer for Colour Removal
Mochammad Facta, H. Hermawan, Zolkafle Buntat
213 A Prototype of Multistage Dynamic Braking of Three Phase Squirrel Cage Induction Motor
Tejo Sukmadi, Syauqie Candra Buana, Trias Andromeda, Mochammad Facta
216 Application of Dielectric Barrier Discharge Plasma for Reducing Chemical Oxygen Demand (COD) on Industrial Rubber Waste Treatment
Abdul Syakur, Badrus Zaman, F. Fauzan, Nur Jannah, Nurmaliakasih Dias Yunita
Information and Computer Technologies
220 Calculation of Phantom Volume for Computed Tomography (CT) Scan Images
Kusworo Adi, Catur Edi Widodo, Aris Sugiharto, Qidir Maulana B.S., Adi Pamungkas
224 Design and Development of Android-based Cloud ECG Monitoring System
Muhammad Ilham Rizqyawan, M. Faizal Amri, Rian Putra Pratama, Arjon Turnip
229 Designing Framework for Software Reuse Maturity Improvement
Bagus Setyawan Wijaya, Yudi Satria Gondokaryono
234 Performance Evaluation of Teleprotection using OpenDSS
M. Kahlil F., Muhammad Hamdani Rizal, Muhammad Raid Mukhtar, Riri Fitri Sari
239 Design Architecture Enterprise Service Bus to Support Multi-Tenant Client and Resource Provider
Taufik Sulaeman, A. Albarda
244 Data Envelopment Analysis - Analytic Hierarchy Process Method for Performance Evaluation Study Program
Ali Wedo Sarjono, F. Farikhin, Catur Edi Wibowo
249 Eating for physical rather than emotional: A Bayesian Belief Network Approach for Android- Based Intuitive Eating Measurement
Anggita Dian Cahyani, M. Meiliana, Widodo Budiharto
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RESEARCH ON POSITIVE NARROW
BIPOLAR EVENTS IN PADANG
Ariadi Hazmi, Primas Emeraldi, M. Imran Hamid
Dept. of Electrical Engineering Andalas University
Padang, Indonesia ariadi@ft.unand.ac.id
Nobuyuki Takagi
Dept. of Electrical and Electronic Engineering Gifu University
Gifu City, Japan
1-1 Yanagido, Gifu 501-1193, Japan
Abstract— In this study, we have examined electric field
records from 10 thunderstorm days containing 13 positive narrow bipolar pulses (PNBPs). It was found that PNBP occurrences have a strong relationship with thunderstorm activities. The mechanism of the NBPs was very different from intracloud (IC) and cloud-to-ground (CG) flashes. We also found that the AM values of rise time, full width at maximum time, zero crossing time, overshoot time, pulse duration and overshoot to peak amplitude ratio of the PNBPs were 1.64 μs, 1.32 μs, 9.38 μs, 15.06 μs and 0.31 μs, respectively. The pulse duration range was from 8.45 to 29.06 μs. Comparison with values from previous studies reported by other researchers showed that the mentioned parameters had no strong relationship with latitude or geographic location.
Keywords—narrow bipolar pulse; cloud flash; ground flash; thunderstorm; lightning
I. INTRODUCTION
Narrow bipolar pulses (NBPs) are identified as one of the intracloud (IC) lightning discharge activities inside thunderclouds. However, the physical mechanism of NBPs remains a mystery. Many researchers have reported that there were two types of NBPs, namely positive narrow bipolar pulses (PNBP) and negative narrow bipolar pulses (NNBP). NBPs have strong radio frequency radiation at several MHz and a short duration with zero crossing (initial positive half cycle) and overshoot (negative half cycle) within several microseconds, followed by or not followed by any other signals [1-4]. NBPs may not be related to ground and cloud flash activities and originate inside the most active thundercloud areas [2]. PNBPs usually occur at lower latitudes than NNBPs. In addition, PNBP occurrences are rare compared to NNBP events [5]. This study is to clarify the relationship between thunderstorm activity and PNBP occurrence. We examined an electric field change data set with 13 PNBPs that were recorded during thunderstorm days in 2015. The characteristics of the PNBPs were statistically analyzed based on electric field change as presented in this paper. All data were also compared to previous researches at different locations and latitudes.
II. OBSERVATION AND DATA
The electric field records containing the PNBPs presented here were recorded from January to December 2015 in Padang, Indonesia (0° N) on 10 thunderstorm days using an electric field mill and a broadband electric field fast antenna. Both electric field sensors on the rooftop of the Electrical Engineering Department Building of Andalas University were located at 13 km from Padang Beach, Indian Ocean at an altitude of 317 m above sea level. The fast antenna with parallel flat-plate configuration was used to detect electric field changes in the thunderclouds. The fast antenna was connected to an amplifier and integrator with a time constant of 100 ms. Furthermore, all signals sensed by this antenna were recorded by a digitizer with a sample rate in the range of 1-4 MS/s and a record length of 250 ns - 1 s. To ensure that the strong electric field of lightning was recorded, the digitizer was set to window trigger mode at a trigger level of 1 V and a pretrigger time of 30% of the record length. The electric field measurement system used was similar to the one used in Hazmi et al. [6-7].
III. RESULTS AND DISCUSSION
In this study, 13 PNBP occurrences were analyzed. A summary of the PNBP events can be seen in Table 1. There are two types of PNBP events; for convenience, type A is called isolated PNBP to indicate that there are no other IC lightning occurrences, while type B is called non isolated PNBP which indicates that the occurrences are preceded or followed by other IC lightning occurrences, as displayed in Figures 1 and 2. The occurrence percentage of type A (46%) was slightly smaller than that of type B (54%). From Table 1, the PNBPs occurred during day and night time with the duration of the thunderstorms varying from 126 to 844 minutes. The background electric field changes of the thunderstorms recorded by an electric field mill sensor for negative and positive polarities varied between 0.284-4.096 kV/m and 0.364-4.094 kV/m, respectively. This indicates that the PNBPs occurred inside the most active thundercloud areas with high electric field. Our observation results were a good agreement with observation of Smith et al. [2]. However, PNBPs also occurred when the thunderstorms detected had a lower electric field, for example thunderstorm numbers 8 and 11 in Table 2. This may be due to the different distance between the PNBPs
Proc. of 2016 3rdInt. Conf. on Information Tech., Computer, and Electrical Engineering (ICITACEE), Oct 19-21st, 2016, Semarang, Indonesia
and the electric field mill sensor. The more distant the measurement, the smaller the electric field magnitude recorded by the electric field mill sensor. We did not find that any of the PNBP events were accompanied by CG flash events. Thus, there is not strong relationship between PNBP, IC and CG flash occurrence.
The physic sign convention was used to examine the electric field changes in this study. An expanded PNBP is shown in Figure 3. In addition, the studied parameters in this research were full width at maximum time (0-100%), rise time (10-90%), zero crossing time, overshoot time, pulse duration and overshoot to peak amplitude ratio, as shown in Figure 3. The characteristics of the PNBPs are summarized in Table 2.
Fig. 1. A typical isolated PNBP E-field waveform.
.
The full width at maximum time (Tr1) is the time interval
that relates to the values of 0% and 100% of the peak
amplitude of the signal. This parameter is important to measure the initial transient signal of a PNBP. The minimum, maximum, arithmetic mean (AM) and geometric mean (GM) values of the full width at maximum time were 3.24 ± 1.20 μs, 3 μs, respectively.
The rise time (Tr2) is the time interval that relates to the
values of 10% and 90% of the peak amplitude signal. The AM
and GM values of PNBP rise time were 1.64 ± 0.51 μs and
1.56 μs, respectively, with minimum and maximum values of
0.89 μs and 2.65 μs, respectively. Comparing these values to those from other researchers, our AM value was smaller than that of Karunarathne et al. [8], Ahmad et al. [9] and Sharma et al. [10]. Their results were 2.6 μs, 2.7 μs and 2.6 μs, respectively. However, our AM value was larger than that of Medelius et al. [11] and Gunasekara et al. [12] with obtained results of 1.54 μs and 1.38 μs, respectively. The difference may be due to data limitations in this study.
Fig. 2. A typical non isolated PNBP E-field waveform. TABLE 1.SUMMARY OF 10 THUNDERSTORM DAYS RECORDED IN PADANG FROM JANUARY TO DECEMBER 2015.
No File Name dd/mm/yy Date Local Time (hh:mm:ss) Type
Thunderstorm in 24 hours
Duration (min) Maximum E-field polarity (kV/m)
Negative Positive
1 20140526-0001 (25369) 30/01/2015 6:21:51 A
126 -4.096 4.094 2 20140526-0001 (25370) 30/01/2015 6:22:45 B
3 20140526-0001 (25539) 05/02/2015 19:10:27 A
636 -3.668 3.368 4 20140526-0001 (25554) 05/02/2015 19:33:55 B
5 20140526-0001 (25573) 16/02/2015 12:55:38 B 150 -4.096 2.926 6 20140526-0001 (26674) 08/03/2015 2:27:38 B 192 -1.668 2.756 7 20140526-0001 (27162) 14/03/2015 22.18:17 B 436 -4.096 4.094 8 20140526-0001 (27299) 18/03/2015 19:54:53 B 844 -0.284 0.364 9 20140526-0001 (28048) 24/03/2015 22:32:12 A 678 -4.096 3.874 10 20140526-0001 (30179) 10/04/2015 15:47:19 B 802 -3.202 2.228 11 20140526-0001 (30226) 15/04/2015 1:07:08 A 561 -1.378 1.856 12 20140526-0001 (31524) 11/12/2015 19:11:39 A
642 -4.096 4.094 13 20140526-0001 (31527) 11/12/2015 19:20:42 A
The zero crossing time (Tz) is defined as the time difference
from the first zero point to the next zero point, represented by zero crossing of the signal. The zero crossing time varied from 3.72 to 7.03 μs with AM and GM values of 5.23 ± 1.14 μs and
5.11 μs. The AM values from previous studies in other
latitudes, as reported by Gunasekara et al. [12], Karunarathne et al. [8], Nag et al. [13], Ahmad et al. [9], Sharma et al. [10] and Cooray and Lundquist [14], were 4.66 μs, 9.9 μs, 5.6 μs, 6.5 μs, 5.78 μs, and 13 μs, respectively. The zero crossing time at the same latitude had different values as reported by Gunasekara et al. [12] and Sharma et al. [10]. It was clear that the AM value did not depend on latitude.
The overshoot time (To) is the time interval between the
first zero crossing point and the end signal to reach the next zero crossing point. It varied from 3.71 to 25.23 μs. The mean value was 9.38 ± 6.55 μs with a GM value of 8.01 μs.
Fig. 3. The expanded narrow bipolar pulse E-field waveform.
The pulse duration is the total time interval that corresponds to the positive half cycle and the negative half cycle (overshoot) of the signal. It had an AM value of 15.06 ± 6.38 μs and a GM value of 13.90 μs, while it ranged from 8.45
to 29.06 μs. The AM values from other researchers, i.e.
Gunasekara et al. [12], Nag et al. [13], Ahmad et al. [9], Sharma et al. [10] and Cooray and Lundquist [14], were 16.42
μs, 23 μs, 30.2 μs, 13.3 μs, and 75 μs, respectively. It was found that the AM value did not depend on latitude. The different results may be due to the specific characteristics of the electric field sensor system and thunderstorm type.
TABLE 2. SUMMARY OF OBSERVED PNBP PARAMETERS.
determined by comparing peak overshoot to initial peak of
signal amplitude. The minimum, maximum, standard deviation, AM and GM values of this ratio were 0.17 μs, 0.41
μs, 0.07 μs, 0.31 μs and 0.30 μs. The results from previous researches, as reported by Gunasekara et al. [12], Nag et al. [13], Ahmad et al. [9], Sharma et al. [10] and Cooray and Lundquist [14], were 0.37 μs, 0.17 μs, 0.27 μs, 0.35 μs, and 0.30 μs, respectively. Our mean value showed was the same as in previous researches, except from Nag et al. [13]. We predict that the difference in this parameter was influenced by differences in season and charge distribution of the thunderstorms.
IV. CONCLUSION
10 thunderstorm days containing 13 PNBPs were examined based on electric field records. The thunderstorm activities did not always cause PNB events. However, it was found that the PNBP occurrences had a strong relationship with thunderstorm activities. The PNBP mechanism is very different from IC and CG flashes. From our observations, the AM value of rise time, full width of maximum time, zero crossing time, overshoot, pulse duration and overshoot to peak amplitude ratio of PNBPs were 1.64 μs, 1.32 μs, 9.38 μs, 15.06 μs and 0.31 μs, respectively. Comparison with previous studies, as reported by other researchers, suggests that the mentioned parameters do not depend on latitude or geographic location. The differences may be due to differences in thunderstorm types, seasonal conditions and instrumentation system characteristics. Further research is needed to gain a better understanding of the physical mechanism of narrow bipolar events (NBE).
ACKNOWLEDGMENT
This work was supported by International Research Collaboration and Scientific Publication grant, No. 04/H.16/KLN-PI/LPPM/2016, Indonesia. The authors to thank Budi Harianto for helping to analyze data.
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